Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 2017 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 268.0 KiB |
| Average record size in memory | 136.1 B |
Variable types
| Numeric | 12 |
|---|---|
| Categorical | 5 |
song_title has a high cardinality: 1956 distinct values | High cardinality |
artist has a high cardinality: 1343 distinct values | High cardinality |
id is highly correlated with target | High correlation |
energy is highly correlated with loudness | High correlation |
loudness is highly correlated with energy | High correlation |
target is highly correlated with id | High correlation |
id is highly correlated with target | High correlation |
acousticness is highly correlated with energy and 1 other fields | High correlation |
energy is highly correlated with acousticness and 1 other fields | High correlation |
loudness is highly correlated with acousticness and 1 other fields | High correlation |
target is highly correlated with id | High correlation |
id is highly correlated with target | High correlation |
energy is highly correlated with loudness | High correlation |
loudness is highly correlated with energy | High correlation |
target is highly correlated with id | High correlation |
id is highly correlated with energy and 1 other fields | High correlation |
acousticness is highly correlated with energy and 1 other fields | High correlation |
energy is highly correlated with id and 2 other fields | High correlation |
loudness is highly correlated with acousticness and 1 other fields | High correlation |
target is highly correlated with id | High correlation |
id is uniformly distributed | Uniform |
song_title is uniformly distributed | Uniform |
id has unique values | Unique |
instrumentalness has 693 (34.4%) zeros | Zeros |
key has 216 (10.7%) zeros | Zeros |
Reproduction
| Analysis started | 2022-03-22 21:40:28.323864 |
|---|---|
| Analysis finished | 2022-03-22 21:41:09.838635 |
| Duration | 41.51 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
id
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIFORMUNIQUE| Distinct | 2017 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1008 |
| Minimum | 0 |
|---|---|
| Maximum | 2016 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 100.8 |
| Q1 | 504 |
| median | 1008 |
| Q3 | 1512 |
| 95-th percentile | 1915.2 |
| Maximum | 2016 |
| Range | 2016 |
| Interquartile range (IQR) | 1008 |
Descriptive statistics
| Standard deviation | 582.4020662 |
|---|---|
| Coefficient of variation (CV) | 0.5777798275 |
| Kurtosis | -1.2 |
| Mean | 1008 |
| Median Absolute Deviation (MAD) | 504 |
| Skewness | 0 |
| Sum | 2033136 |
| Variance | 339192.1667 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1340 | 1 | < 0.1% |
| 1353 | 1 | < 0.1% |
| 1352 | 1 | < 0.1% |
| 1351 | 1 | < 0.1% |
| 1350 | 1 | < 0.1% |
| 1349 | 1 | < 0.1% |
| 1348 | 1 | < 0.1% |
| 1347 | 1 | < 0.1% |
| 1346 | 1 | < 0.1% |
| Other values (2007) | 2007 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 2016 | 1 | |
| 2015 | 1 | |
| 2014 | 1 | |
| 2013 | 1 | |
| 2012 | 1 | |
| 2011 | 1 | |
| 2010 | 1 | |
| 2009 | 1 | |
| 2008 | 1 | |
| 2007 | 1 |
| Distinct | 1394 |
|---|---|
| Distinct (%) | 69.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1875900344 |
| Minimum | 2.84 × 10-6 |
|---|---|
| Maximum | 0.995 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 2.84 × 10-6 |
|---|---|
| 5-th percentile | 0.000298 |
| Q1 | 0.00963 |
| median | 0.0633 |
| Q3 | 0.265 |
| 95-th percentile | 0.8462 |
| Maximum | 0.995 |
| Range | 0.99499716 |
| Interquartile range (IQR) | 0.25537 |
Descriptive statistics
| Standard deviation | 0.2599892598 |
|---|---|
| Coefficient of variation (CV) | 1.385943878 |
| Kurtosis | 1.745620963 |
| Mean | 0.1875900344 |
| Median Absolute Deviation (MAD) | 0.06141 |
| Skewness | 1.658392712 |
| Sum | 378.3690994 |
| Variance | 0.0675944152 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.119 | 8 | 0.4% |
| 0.114 | 6 | 0.3% |
| 0.273 | 6 | 0.3% |
| 0.135 | 6 | 0.3% |
| 0.16 | 6 | 0.3% |
| 0.0107 | 6 | 0.3% |
| 0.0117 | 5 | 0.2% |
| 0.0193 | 5 | 0.2% |
| 0.101 | 5 | 0.2% |
| 0.122 | 5 | 0.2% |
| Other values (1384) | 1959 |
| Value | Count | Frequency (%) |
| 2.84 × 10-6 | 1 | |
| 4.61 × 10-6 | 1 | |
| 4.69 × 10-6 | 1 | |
| 5.41 × 10-6 | 1 | |
| 7.94 × 10-6 | 1 | |
| 8.35 × 10-6 | 1 | |
| 8.8 × 10-6 | 1 | |
| 9.19 × 10-6 | 1 | |
| 1.01 × 10-5 | 1 | |
| 1.2 × 10-5 | 1 |
| Value | Count | Frequency (%) |
| 0.995 | 2 | |
| 0.994 | 1 | |
| 0.993 | 1 | |
| 0.992 | 1 | |
| 0.991 | 1 | |
| 0.99 | 2 | |
| 0.988 | 1 | |
| 0.986 | 2 | |
| 0.983 | 1 | |
| 0.978 | 2 |
danceability
Real number (ℝ≥0)
| Distinct | 632 |
|---|---|
| Distinct (%) | 31.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6184219137 |
| Minimum | 0.122 |
|---|---|
| Maximum | 0.984 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 0.122 |
|---|---|
| 5-th percentile | 0.3268 |
| Q1 | 0.514 |
| median | 0.631 |
| Q3 | 0.738 |
| 95-th percentile | 0.858 |
| Maximum | 0.984 |
| Range | 0.862 |
| Interquartile range (IQR) | 0.224 |
Descriptive statistics
| Standard deviation | 0.1610289674 |
|---|---|
| Coefficient of variation (CV) | 0.2603869039 |
| Kurtosis | -0.2075123034 |
| Mean | 0.6184219137 |
| Median Absolute Deviation (MAD) | 0.111 |
| Skewness | -0.4196095843 |
| Sum | 1247.357 |
| Variance | 0.02593032835 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.683 | 12 | 0.6% |
| 0.76 | 11 | 0.5% |
| 0.704 | 11 | 0.5% |
| 0.646 | 10 | 0.5% |
| 0.614 | 10 | 0.5% |
| 0.633 | 10 | 0.5% |
| 0.688 | 9 | 0.4% |
| 0.624 | 9 | 0.4% |
| 0.597 | 9 | 0.4% |
| 0.726 | 9 | 0.4% |
| Other values (622) | 1917 |
| Value | Count | Frequency (%) |
| 0.122 | 1 | |
| 0.123 | 1 | |
| 0.148 | 1 | |
| 0.152 | 1 | |
| 0.156 | 1 | |
| 0.162 | 2 | |
| 0.164 | 1 | |
| 0.17 | 1 | |
| 0.173 | 2 | |
| 0.176 | 1 |
| Value | Count | Frequency (%) |
| 0.984 | 1 | |
| 0.967 | 1 | |
| 0.962 | 1 | |
| 0.959 | 2 | |
| 0.95 | 1 | |
| 0.947 | 1 | |
| 0.944 | 1 | |
| 0.941 | 2 | |
| 0.937 | 1 | |
| 0.932 | 1 |
duration_ms
Real number (ℝ≥0)
| Distinct | 1921 |
|---|---|
| Distinct (%) | 95.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 246306.1973 |
| Minimum | 16042 |
|---|---|
| Maximum | 1004627 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 16042 |
|---|---|
| 5-th percentile | 156863.2 |
| Q1 | 200015 |
| median | 229261 |
| Q3 | 270333 |
| 95-th percentile | 393475 |
| Maximum | 1004627 |
| Range | 988585 |
| Interquartile range (IQR) | 70318 |
Descriptive statistics
| Standard deviation | 81981.81422 |
|---|---|
| Coefficient of variation (CV) | 0.3328451136 |
| Kurtosis | 11.90242311 |
| Mean | 246306.1973 |
| Median Absolute Deviation (MAD) | 32907 |
| Skewness | 2.499011859 |
| Sum | 496799600 |
| Variance | 6721017863 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 192000 | 5 | 0.2% |
| 243493 | 3 | 0.1% |
| 206013 | 3 | 0.1% |
| 228467 | 3 | 0.1% |
| 240000 | 3 | 0.1% |
| 189333 | 2 | 0.1% |
| 252053 | 2 | 0.1% |
| 243800 | 2 | 0.1% |
| 199973 | 2 | 0.1% |
| 254360 | 2 | 0.1% |
| Other values (1911) | 1990 |
| Value | Count | Frequency (%) |
| 16042 | 1 | |
| 16588 | 1 | |
| 47547 | 1 | |
| 51547 | 1 | |
| 52006 | 1 | |
| 66762 | 1 | |
| 82293 | 1 | |
| 82893 | 1 | |
| 87705 | 1 | |
| 93267 | 1 |
| Value | Count | Frequency (%) |
| 1004627 | 1 | |
| 849960 | 1 | |
| 825027 | 1 | |
| 784013 | 1 | |
| 763467 | 1 | |
| 745653 | 1 | |
| 703107 | 1 | |
| 700027 | 1 | |
| 659560 | 1 | |
| 649415 | 1 |
| Distinct | 719 |
|---|---|
| Distinct (%) | 35.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6815771443 |
| Minimum | 0.0148 |
|---|---|
| Maximum | 0.998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 0.0148 |
|---|---|
| 5-th percentile | 0.2538 |
| Q1 | 0.563 |
| median | 0.715 |
| Q3 | 0.846 |
| 95-th percentile | 0.952 |
| Maximum | 0.998 |
| Range | 0.9832 |
| Interquartile range (IQR) | 0.283 |
Descriptive statistics
| Standard deviation | 0.2102730089 |
|---|---|
| Coefficient of variation (CV) | 0.3085094779 |
| Kurtosis | 0.5726185439 |
| Mean | 0.6815771443 |
| Median Absolute Deviation (MAD) | 0.139 |
| Skewness | -0.9130104652 |
| Sum | 1374.7411 |
| Variance | 0.04421473828 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.857 | 10 | 0.5% |
| 0.657 | 9 | 0.4% |
| 0.86 | 9 | 0.4% |
| 0.77 | 9 | 0.4% |
| 0.793 | 9 | 0.4% |
| 0.811 | 8 | 0.4% |
| 0.802 | 8 | 0.4% |
| 0.921 | 8 | 0.4% |
| 0.894 | 8 | 0.4% |
| 0.664 | 8 | 0.4% |
| Other values (709) | 1931 |
| Value | Count | Frequency (%) |
| 0.0148 | 1 | |
| 0.0156 | 1 | |
| 0.0161 | 1 | |
| 0.023 | 1 | |
| 0.0288 | 1 | |
| 0.0291 | 1 | |
| 0.0295 | 1 | |
| 0.0302 | 1 | |
| 0.031 | 1 | |
| 0.0347 | 1 |
| Value | Count | Frequency (%) |
| 0.998 | 1 | < 0.1% |
| 0.997 | 1 | < 0.1% |
| 0.994 | 1 | < 0.1% |
| 0.993 | 1 | < 0.1% |
| 0.992 | 3 | |
| 0.991 | 1 | < 0.1% |
| 0.99 | 2 | 0.1% |
| 0.989 | 5 | |
| 0.988 | 1 | < 0.1% |
| 0.986 | 3 |
| Distinct | 1107 |
|---|---|
| Distinct (%) | 54.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1332855286 |
| Minimum | 0 |
|---|---|
| Maximum | 0.976 |
| Zeros | 693 |
| Zeros (%) | 34.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 7.62 × 10-5 |
| Q3 | 0.054 |
| 95-th percentile | 0.8522 |
| Maximum | 0.976 |
| Range | 0.976 |
| Interquartile range (IQR) | 0.054 |
Descriptive statistics
| Standard deviation | 0.2731621791 |
|---|---|
| Coefficient of variation (CV) | 2.049451144 |
| Kurtosis | 2.261179811 |
| Mean | 0.1332855286 |
| Median Absolute Deviation (MAD) | 7.62 × 10-5 |
| Skewness | 1.952755178 |
| Sum | 268.8369112 |
| Variance | 0.07461757612 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 693 | |
| 0.897 | 5 | 0.2% |
| 0.878 | 4 | 0.2% |
| 0.425 | 3 | 0.1% |
| 0.00128 | 3 | 0.1% |
| 0.0107 | 3 | 0.1% |
| 0.625 | 3 | 0.1% |
| 1.54 × 10-6 | 3 | 0.1% |
| 0.698 | 3 | 0.1% |
| 0.884 | 3 | 0.1% |
| Other values (1097) | 1294 |
| Value | Count | Frequency (%) |
| 0 | 693 | |
| 1 × 10-6 | 1 | < 0.1% |
| 1.01 × 10-6 | 1 | < 0.1% |
| 1.03 × 10-6 | 2 | 0.1% |
| 1.04 × 10-6 | 2 | 0.1% |
| 1.07 × 10-6 | 1 | < 0.1% |
| 1.11 × 10-6 | 1 | < 0.1% |
| 1.12 × 10-6 | 2 | 0.1% |
| 1.16 × 10-6 | 1 | < 0.1% |
| 1.22 × 10-6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.976 | 1 | |
| 0.968 | 1 | |
| 0.964 | 1 | |
| 0.958 | 1 | |
| 0.957 | 1 | |
| 0.956 | 1 | |
| 0.955 | 1 | |
| 0.954 | 2 | |
| 0.952 | 1 | |
| 0.942 | 1 |
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.342588002 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 216 |
| Zeros (%) | 10.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 6 |
| Q3 | 9 |
| 95-th percentile | 11 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 3.648240477 |
|---|---|
| Coefficient of variation (CV) | 0.6828601561 |
| Kurtosis | -1.338827396 |
| Mean | 5.342588002 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.00935995938 |
| Sum | 10776 |
| Variance | 13.30965858 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 257 | |
| 0 | 216 | |
| 7 | 212 | |
| 9 | 191 | |
| 11 | 187 | |
| 2 | 184 | |
| 5 | 166 | |
| 6 | 159 | |
| 10 | 141 | |
| 8 | 136 | |
| Other values (2) | 168 |
| Value | Count | Frequency (%) |
| 0 | 216 | |
| 1 | 257 | |
| 2 | 184 | |
| 3 | 63 | 3.1% |
| 4 | 105 | |
| 5 | 166 | |
| 6 | 159 | |
| 7 | 212 | |
| 8 | 136 | |
| 9 | 191 |
| Value | Count | Frequency (%) |
| 11 | 187 | |
| 10 | 141 | |
| 9 | 191 | |
| 8 | 136 | |
| 7 | 212 | |
| 6 | 159 | |
| 5 | 166 | |
| 4 | 105 | |
| 3 | 63 | 3.1% |
| 2 | 184 |
liveness
Real number (ℝ≥0)
| Distinct | 793 |
|---|---|
| Distinct (%) | 39.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1908440258 |
| Minimum | 0.0188 |
|---|---|
| Maximum | 0.969 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 0.0188 |
|---|---|
| 5-th percentile | 0.05674 |
| Q1 | 0.0923 |
| median | 0.127 |
| Q3 | 0.247 |
| 95-th percentile | 0.538 |
| Maximum | 0.969 |
| Range | 0.9502 |
| Interquartile range (IQR) | 0.1547 |
Descriptive statistics
| Standard deviation | 0.155453165 |
|---|---|
| Coefficient of variation (CV) | 0.8145560983 |
| Kurtosis | 4.095643847 |
| Mean | 0.1908440258 |
| Median Absolute Deviation (MAD) | 0.0484 |
| Skewness | 1.952703491 |
| Sum | 384.9324 |
| Variance | 0.02416568651 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.101 | 22 | 1.1% |
| 0.116 | 21 | 1.0% |
| 0.111 | 20 | 1.0% |
| 0.105 | 19 | 0.9% |
| 0.114 | 19 | 0.9% |
| 0.104 | 19 | 0.9% |
| 0.122 | 19 | 0.9% |
| 0.113 | 18 | 0.9% |
| 0.109 | 18 | 0.9% |
| 0.103 | 17 | 0.8% |
| Other values (783) | 1825 |
| Value | Count | Frequency (%) |
| 0.0188 | 1 | |
| 0.0219 | 1 | |
| 0.022 | 1 | |
| 0.0234 | 1 | |
| 0.026 | 1 | |
| 0.0263 | 1 | |
| 0.0271 | 1 | |
| 0.0273 | 1 | |
| 0.0288 | 1 | |
| 0.0293 | 1 |
| Value | Count | Frequency (%) |
| 0.969 | 1 | |
| 0.963 | 1 | |
| 0.953 | 1 | |
| 0.924 | 1 | |
| 0.91 | 1 | |
| 0.897 | 2 | |
| 0.887 | 1 | |
| 0.876 | 1 | |
| 0.873 | 1 | |
| 0.819 | 1 |
| Distinct | 1808 |
|---|---|
| Distinct (%) | 89.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.085624194 |
| Minimum | -33.097 |
|---|---|
| Maximum | -0.307 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 2017 |
| Negative (%) | 100.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | -33.097 |
|---|---|
| 5-th percentile | -14.1526 |
| Q1 | -8.394 |
| median | -6.248 |
| Q3 | -4.746 |
| 95-th percentile | -3.0672 |
| Maximum | -0.307 |
| Range | 32.79 |
| Interquartile range (IQR) | 3.648 |
Descriptive statistics
| Standard deviation | 3.761684275 |
|---|---|
| Coefficient of variation (CV) | -0.5308896113 |
| Kurtosis | 7.908472702 |
| Mean | -7.085624194 |
| Median Absolute Deviation (MAD) | 1.732 |
| Skewness | -2.226556084 |
| Sum | -14291.704 |
| Variance | 14.15026858 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -5.379 | 4 | 0.2% |
| -7.416 | 3 | 0.1% |
| -8.692 | 3 | 0.1% |
| -6.964 | 3 | 0.1% |
| -5.534 | 3 | 0.1% |
| -7.314 | 3 | 0.1% |
| -6.238 | 3 | 0.1% |
| -7.073 | 3 | 0.1% |
| -7.775 | 3 | 0.1% |
| -7.445 | 3 | 0.1% |
| Other values (1798) | 1986 |
| Value | Count | Frequency (%) |
| -33.097 | 1 | |
| -31.367 | 1 | |
| -31.082 | 1 | |
| -30.447 | 1 | |
| -29.46 | 1 | |
| -27.35 | 1 | |
| -26.924 | 1 | |
| -25.766 | 1 | |
| -25.756 | 1 | |
| -25.358 | 1 |
| Value | Count | Frequency (%) |
| -0.307 | 1 | |
| -0.718 | 1 | |
| -0.787 | 1 | |
| -0.935 | 1 | |
| -0.994 | 1 | |
| -1.157 | 1 | |
| -1.188 | 1 | |
| -1.258 | 1 | |
| -1.367 | 1 | |
| -1.374 | 1 |
mode
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1235 | |
| 0 | 782 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1 | 1235 | |
| 0 | 782 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
speechiness
Real number (ℝ≥0)
| Distinct | 792 |
|---|---|
| Distinct (%) | 39.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.09266425384 |
| Minimum | 0.0231 |
|---|---|
| Maximum | 0.816 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 0.0231 |
|---|---|
| 5-th percentile | 0.0289 |
| Q1 | 0.0375 |
| median | 0.0549 |
| Q3 | 0.108 |
| 95-th percentile | 0.31 |
| Maximum | 0.816 |
| Range | 0.7929 |
| Interquartile range (IQR) | 0.0705 |
Descriptive statistics
| Standard deviation | 0.08993146446 |
|---|---|
| Coefficient of variation (CV) | 0.9705086992 |
| Kurtosis | 6.260200685 |
| Mean | 0.09266425384 |
| Median Absolute Deviation (MAD) | 0.0218 |
| Skewness | 2.309580743 |
| Sum | 186.9038 |
| Variance | 0.0080876683 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.102 | 11 | 0.5% |
| 0.0378 | 11 | 0.5% |
| 0.054 | 10 | 0.5% |
| 0.0334 | 9 | 0.4% |
| 0.0345 | 9 | 0.4% |
| 0.0335 | 9 | 0.4% |
| 0.0353 | 9 | 0.4% |
| 0.0363 | 9 | 0.4% |
| 0.111 | 9 | 0.4% |
| 0.0322 | 8 | 0.4% |
| Other values (782) | 1923 |
| Value | Count | Frequency (%) |
| 0.0231 | 2 | |
| 0.0232 | 1 | |
| 0.0233 | 1 | |
| 0.0234 | 1 | |
| 0.0237 | 1 | |
| 0.0239 | 1 | |
| 0.0245 | 1 | |
| 0.0246 | 1 | |
| 0.0252 | 1 | |
| 0.0255 | 2 |
| Value | Count | Frequency (%) |
| 0.816 | 1 | |
| 0.622 | 1 | |
| 0.548 | 1 | |
| 0.542 | 1 | |
| 0.488 | 1 | |
| 0.484 | 1 | |
| 0.482 | 1 | |
| 0.474 | 2 | |
| 0.455 | 1 | |
| 0.447 | 2 |
tempo
Real number (ℝ≥0)
| Distinct | 1919 |
|---|---|
| Distinct (%) | 95.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 121.6032717 |
| Minimum | 47.859 |
|---|---|
| Maximum | 219.331 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 47.859 |
|---|---|
| 5-th percentile | 80.9534 |
| Q1 | 100.189 |
| median | 121.427 |
| Q3 | 137.849 |
| 95-th percentile | 171.9306 |
| Maximum | 219.331 |
| Range | 171.472 |
| Interquartile range (IQR) | 37.66 |
Descriptive statistics
| Standard deviation | 26.68560373 |
|---|---|
| Coefficient of variation (CV) | 0.2194480737 |
| Kurtosis | 0.04160001835 |
| Mean | 121.6032717 |
| Median Absolute Deviation (MAD) | 18.543 |
| Skewness | 0.4390583734 |
| Sum | 245273.799 |
| Variance | 712.1214465 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 99.995 | 3 | 0.1% |
| 121.99 | 3 | 0.1% |
| 119.999 | 3 | 0.1% |
| 128.014 | 3 | 0.1% |
| 128.004 | 3 | 0.1% |
| 126.012 | 3 | 0.1% |
| 123.966 | 3 | 0.1% |
| 79.952 | 2 | 0.1% |
| 97.967 | 2 | 0.1% |
| 115.076 | 2 | 0.1% |
| Other values (1909) | 1990 |
| Value | Count | Frequency (%) |
| 47.859 | 1 | |
| 59.385 | 1 | |
| 60.391 | 1 | |
| 60.483 | 1 | |
| 61.758 | 1 | |
| 63.637 | 1 | |
| 63.938 | 1 | |
| 64.97 | 1 | |
| 64.992 | 1 | |
| 65.003 | 1 |
| Value | Count | Frequency (%) |
| 219.331 | 1 | |
| 209.686 | 1 | |
| 207.969 | 1 | |
| 203.822 | 1 | |
| 202.013 | 1 | |
| 200.749 | 1 | |
| 200.035 | 1 | |
| 199.988 | 1 | |
| 199.727 | 1 | |
| 199.519 | 1 |
time_signature
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.9 KiB |
| 4.0 | |
|---|---|
| 3.0 | 93 |
| 5.0 | 32 |
| 1.0 | 1 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 4.0 |
|---|---|
| 2nd row | 4.0 |
| 3rd row | 4.0 |
| 4th row | 4.0 |
| 5th row | 4.0 |
Common Values
| Value | Count | Frequency (%) |
| 4.0 | 1891 | |
| 3.0 | 93 | 4.6% |
| 5.0 | 32 | 1.6% |
| 1.0 | 1 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 4.0 | 1891 | |
| 3.0 | 93 | 4.6% |
| 5.0 | 32 | 1.6% |
| 1.0 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
valence
Real number (ℝ≥0)
| Distinct | 853 |
|---|---|
| Distinct (%) | 42.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4968150223 |
| Minimum | 0.0348 |
|---|---|
| Maximum | 0.992 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 0.0348 |
|---|---|
| 5-th percentile | 0.111 |
| Q1 | 0.295 |
| median | 0.492 |
| Q3 | 0.691 |
| 95-th percentile | 0.9092 |
| Maximum | 0.992 |
| Range | 0.9572 |
| Interquartile range (IQR) | 0.396 |
Descriptive statistics
| Standard deviation | 0.2471954687 |
|---|---|
| Coefficient of variation (CV) | 0.4975603748 |
| Kurtosis | -1.01058794 |
| Mean | 0.4968150223 |
| Median Absolute Deviation (MAD) | 0.198 |
| Skewness | 0.07838968431 |
| Sum | 1002.0759 |
| Variance | 0.06110559976 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.16 | 9 | 0.4% |
| 0.372 | 9 | 0.4% |
| 0.331 | 8 | 0.4% |
| 0.769 | 8 | 0.4% |
| 0.52 | 8 | 0.4% |
| 0.354 | 7 | 0.3% |
| 0.441 | 7 | 0.3% |
| 0.668 | 7 | 0.3% |
| 0.561 | 7 | 0.3% |
| 0.308 | 7 | 0.3% |
| Other values (843) | 1940 |
| Value | Count | Frequency (%) |
| 0.0348 | 1 | |
| 0.0359 | 1 | |
| 0.0373 | 2 | |
| 0.0378 | 1 | |
| 0.0384 | 1 | |
| 0.039 | 1 | |
| 0.0397 | 1 | |
| 0.0399 | 1 | |
| 0.044 | 1 | |
| 0.0451 | 2 |
| Value | Count | Frequency (%) |
| 0.992 | 1 | < 0.1% |
| 0.975 | 1 | < 0.1% |
| 0.974 | 1 | < 0.1% |
| 0.973 | 2 | |
| 0.972 | 2 | |
| 0.971 | 1 | < 0.1% |
| 0.968 | 1 | < 0.1% |
| 0.967 | 4 | |
| 0.966 | 2 | |
| 0.965 | 3 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1020 | |
| 0 | 997 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1 | 1020 | |
| 0 | 997 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 1956 |
|---|---|
| Distinct (%) | 97.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.9 KiB |
| River | 3 |
|---|---|
| Jack | 3 |
| Mask Off | 2 |
| Be My Baby | 2 |
| Oblivion | 2 |
| Other values (1951) |
Length
| Max length | 120 |
|---|---|
| Median length | 14 |
| Mean length | 17.19137333 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 1897 ? |
|---|---|
| Unique (%) | 94.1% |
Sample
| 1st row | Mask Off |
|---|---|
| 2nd row | Redbone |
| 3rd row | Xanny Family |
| 4th row | Master Of None |
| 5th row | Parallel Lines |
Common Values
| Value | Count | Frequency (%) |
| River | 3 | 0.1% |
| Jack | 3 | 0.1% |
| Mask Off | 2 | 0.1% |
| Be My Baby | 2 | 0.1% |
| Oblivion | 2 | 0.1% |
| Obedear | 2 | 0.1% |
| Swimming Pools (Drank) - Extended Version | 2 | 0.1% |
| Pyramids | 2 | 0.1% |
| 1-800-273-8255 | 2 | 0.1% |
| Midnight City | 2 | 0.1% |
| Other values (1946) | 1995 |
Length
| Value | Count | Frequency (%) |
| 293 | 4.4% | |
| the | 187 | 2.8% |
| you | 141 | 2.1% |
| feat | 127 | 1.9% |
| i | 105 | 1.6% |
| me | 87 | 1.3% |
| remix | 83 | 1.2% |
| love | 77 | 1.1% |
| of | 75 | 1.1% |
| a | 68 | 1.0% |
| Other values (2504) | 5485 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 1343 |
|---|---|
| Distinct (%) | 66.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.9 KiB |
| Drake | 16 |
|---|---|
| Rick Ross | 13 |
| Disclosure | 12 |
| WALK THE MOON | 10 |
| Backstreet Boys | 10 |
| Other values (1338) |
Length
| Max length | 82 |
|---|---|
| Median length | 11 |
| Mean length | 10.97372335 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 1002 ? |
|---|---|
| Unique (%) | 49.7% |
Sample
| 1st row | Future |
|---|---|
| 2nd row | Childish Gambino |
| 3rd row | Future |
| 4th row | Beach House |
| 5th row | Junior Boys |
Common Values
| Value | Count | Frequency (%) |
| Drake | 16 | 0.8% |
| Rick Ross | 13 | 0.6% |
| Disclosure | 12 | 0.6% |
| WALK THE MOON | 10 | 0.5% |
| Backstreet Boys | 10 | 0.5% |
| Crystal Castles | 9 | 0.4% |
| FIDLAR | 9 | 0.4% |
| Future | 8 | 0.4% |
| Fall Out Boy | 8 | 0.4% |
| Skrillex | 8 | 0.4% |
| Other values (1333) | 1914 |
Length
| Value | Count | Frequency (%) |
| the | 145 | 3.8% |
| 51 | 1.3% | |
| of | 18 | 0.5% |
| brown | 17 | 0.4% |
| young | 17 | 0.4% |
| drake | 16 | 0.4% |
| chris | 15 | 0.4% |
| dj | 14 | 0.4% |
| boys | 14 | 0.4% |
| j | 14 | 0.4% |
| Other values (1982) | 3516 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| id | acousticness | danceability | duration_ms | energy | instrumentalness | key | liveness | loudness | mode | speechiness | tempo | time_signature | valence | target | song_title | artist | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0.01020 | 0.833 | 204600 | 0.434 | 0.021900 | 2 | 0.1650 | -8.795 | 1 | 0.4310 | 150.062 | 4.0 | 0.286 | 1 | Mask Off | Future |
| 1 | 1 | 0.19900 | 0.743 | 326933 | 0.359 | 0.006110 | 1 | 0.1370 | -10.401 | 1 | 0.0794 | 160.083 | 4.0 | 0.588 | 1 | Redbone | Childish Gambino |
| 2 | 2 | 0.03440 | 0.838 | 185707 | 0.412 | 0.000234 | 2 | 0.1590 | -7.148 | 1 | 0.2890 | 75.044 | 4.0 | 0.173 | 1 | Xanny Family | Future |
| 3 | 3 | 0.60400 | 0.494 | 199413 | 0.338 | 0.510000 | 5 | 0.0922 | -15.236 | 1 | 0.0261 | 86.468 | 4.0 | 0.230 | 1 | Master Of None | Beach House |
| 4 | 4 | 0.18000 | 0.678 | 392893 | 0.561 | 0.512000 | 5 | 0.4390 | -11.648 | 0 | 0.0694 | 174.004 | 4.0 | 0.904 | 1 | Parallel Lines | Junior Boys |
| 5 | 5 | 0.00479 | 0.804 | 251333 | 0.560 | 0.000000 | 8 | 0.1640 | -6.682 | 1 | 0.1850 | 85.023 | 4.0 | 0.264 | 1 | Sneakin’ | Drake |
| 6 | 6 | 0.01450 | 0.739 | 241400 | 0.472 | 0.000007 | 1 | 0.2070 | -11.204 | 1 | 0.1560 | 80.030 | 4.0 | 0.308 | 1 | Childs Play | Drake |
| 7 | 7 | 0.02020 | 0.266 | 349667 | 0.348 | 0.664000 | 10 | 0.1600 | -11.609 | 0 | 0.0371 | 144.154 | 4.0 | 0.393 | 1 | Gyöngyhajú lány | Omega |
| 8 | 8 | 0.04810 | 0.603 | 202853 | 0.944 | 0.000000 | 11 | 0.3420 | -3.626 | 0 | 0.3470 | 130.035 | 4.0 | 0.398 | 1 | I've Seen Footage | Death Grips |
| 9 | 9 | 0.00208 | 0.836 | 226840 | 0.603 | 0.000000 | 7 | 0.5710 | -7.792 | 1 | 0.2370 | 99.994 | 4.0 | 0.386 | 1 | Digital Animal | Honey Claws |
Last rows
| id | acousticness | danceability | duration_ms | energy | instrumentalness | key | liveness | loudness | mode | speechiness | tempo | time_signature | valence | target | song_title | artist | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2007 | 2007 | 0.002170 | 0.639 | 296276 | 0.978 | 0.112000 | 11 | 0.0838 | -2.376 | 1 | 0.0730 | 144.986 | 4.0 | 0.494 | 0 | Let It Go - Scott Melker & Mister Gray Remix | NERVO |
| 2008 | 2008 | 0.054100 | 0.646 | 160408 | 0.714 | 0.000000 | 0 | 0.1340 | -6.511 | 1 | 0.0378 | 97.957 | 4.0 | 0.589 | 0 | Call On Me - EDWYNN X TIKAL, Spirix Remix | Starley |
| 2009 | 2009 | 0.004990 | 0.595 | 224000 | 0.837 | 0.035900 | 1 | 0.1010 | -6.011 | 1 | 0.0696 | 149.964 | 4.0 | 0.331 | 0 | Aamon | Kuuro |
| 2010 | 2010 | 0.002310 | 0.624 | 206013 | 0.971 | 0.121000 | 6 | 0.2550 | -0.935 | 0 | 0.0643 | 102.003 | 4.0 | 0.442 | 0 | Hey Baby - Steve Aoki Remix | Dimitri Vegas & Like Mike |
| 2011 | 2011 | 0.000586 | 0.528 | 245053 | 0.879 | 0.004890 | 6 | 0.0432 | -5.891 | 0 | 0.1200 | 128.268 | 4.0 | 0.327 | 0 | Brightside - Borgeous Remix | Icona Pop |
| 2012 | 2012 | 0.001060 | 0.584 | 274404 | 0.932 | 0.002690 | 1 | 0.1290 | -3.501 | 1 | 0.3330 | 74.976 | 4.0 | 0.211 | 0 | Like A Bitch - Kill The Noise Remix | Kill The Noise |
| 2013 | 2013 | 0.087700 | 0.894 | 182182 | 0.892 | 0.001670 | 1 | 0.0528 | -2.663 | 1 | 0.1310 | 110.041 | 4.0 | 0.867 | 0 | Candy | Dillon Francis |
| 2014 | 2014 | 0.008570 | 0.637 | 207200 | 0.935 | 0.003990 | 0 | 0.2140 | -2.467 | 1 | 0.1070 | 150.082 | 4.0 | 0.470 | 0 | Habit - Dack Janiels & Wenzday Remix | Rain Man |
| 2015 | 2015 | 0.001640 | 0.557 | 185600 | 0.992 | 0.677000 | 1 | 0.0913 | -2.735 | 1 | 0.1330 | 150.011 | 4.0 | 0.623 | 0 | First Contact | Twin Moons |
| 2016 | 2016 | 0.002810 | 0.446 | 204520 | 0.915 | 0.000039 | 9 | 0.2180 | -6.221 | 1 | 0.1410 | 190.013 | 4.0 | 0.402 | 0 | I Wanna Get Better | Bleachers |